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Exploratory Data Analysis (EDA) Using Seaborn
Evaluate your EDA and visualization skills.
1. What is the primary goal of Exploratory Data Analysis (EDA)?
To build predictive models
To summarize and understand data characteristics
To deploy models to production
To clean data for modeling
2. Which Seaborn functions are used to visualize relationships between two numerical variables?
scatterplot
lineplot
relplot
countplot
3. Seaborn's `pairplot()` generates scatterplots for all numerical variable pairs and histograms/kde plots for univariate distributions.
True
False
4. Name the Seaborn function commonly used to visualize a correlation matrix (one word).
5. Which Seaborn plot is best for comparing the distribution of a numerical variable across categories?
scatterplot
boxplot
lineplot
countplot
6. Which parameters can add additional categorical variables to a Seaborn plot?
hue
style
size
x
7. Seaborn is built on top of Matplotlib.
True
False
8. Which Seaborn function visualizes the univariate distribution of a numerical variable?
scatterplot
histplot
barplot
heatmap
9. Which Seaborn parameter colors plot elements based on a categorical variable?
hue
style
size
palette
10. Which Seaborn object creates a grid of plots based on categorical variables (rows/columns)?
FacetGrid
pairplot
relplot
catplot
11. Which are examples of univariate plots in Seaborn?
histplot
kdeplot
boxplot
scatterplot
12. Seaborn plots can be customized using Matplotlib functions (e.g., plt.title()).
True
False
13. What is the purpose of `sns.set_style()`?
Load a built-in dataset
Set color palette
Adjust plot aesthetic style (e.g., 'whitegrid')
Compute summary statistics
14. Name the built-in Seaborn dataset containing restaurant tipping data (lowercase).
15. Which are categorical plots in Seaborn?
catplot
barplot
countplot
violinplot
16. `sns.countplot()` displays the number of observations in each category of a categorical variable.
True
False
17. Which parameter specifies the y-axis variable in most Seaborn plots?
y
col
y_axis
vertical
18. What does 'KDE' stand for in Seaborn's distribution plots?
19. Which are Seaborn figure-level functions?
relplot
catplot
displot
heatmap
20. Which Seaborn function generates a scatterplot matrix for numerical variables in a dataset?
scatterplot
pairplot
matrixplot
gridplot
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